Compare skills
Pick 2–4 skills and compare what really matters: fit, risk, install effort, and community signal.
Comparison matrix
Highlights show current best; tooltip explains diff/best rules.
Score-basis diff rules / risk tag notes
Start with the matrix. Open this section when you need to understand audit grades, top threats, control gaps, and best-value highlights.
Suggested baseline
Repository: ai-agents-for-beginners
Author: microsoft · Source status: Clear source
12 Lessons to Get Started Building AI Agents
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
Search to add skills, or paste 2–4 comma-separated slugs.
How differences are detected
A row is marked different when selected skills have distinct values. Only-differences mode hides rows that are identical.
How best values are highlighted
Pre-install score, evidence completeness, and community signal prefer higher values; execution risk and install friction prefer lower values.
How to read risk tags
Risk tags come from SAS-v2.1 public-evidence signals and point to command, network, secret, context, or supply-chain items to review before install.
Selected audit signals
RD-Agent
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, human approval gap
Control gaps：missing license, broad permissions, shell without guardrails
splitrail
Execution risk：High
Threat tags：unexpected code execution, identity privilege abuse, data exfiltration
Control gaps：missing license, broad permissions, shell without guardrails
context7
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, memory context poisoning
Control gaps：missing license, broad permissions, shell without guardrails
| Dimension | RD-Agent | splitrail | context7 |
|---|---|---|---|
| Pre-install decision | |||
Pre-install score | 68 · Manual review | 61 · Manual review | 65 · Manual review |
Threat tags | unexpected code execution, data exfiltration, human approval gap | unexpected code execution, identity privilege abuse, data exfiltration | unexpected code execution, data exfiltration, memory context poisoning |
Permission summary | Permission review, Network, Command | Permission review, Network, Secrets, Command | Permission review, Network, Command |
| Source & provenance | |||
Provenance | microsoft/RD-Agent | Piebald-AI/splitrail | upstash/context7 |
Category | Agent & Tools | Dev & Engineering | Automation & Workflows |
Freshness | |||
| Risk & permission signals | |||
Audit signals | metadata-only | needs credentials | metadata-only |
Permission hints | repository clone | local runtime dependencies, repository clone | repository clone |
| Install & compatibility | |||
Install friction | 75 | 55 | 75 |
| Community | |||
Stars | 12.5K | 150 | 52.6K |
Repository: playwright
Author: microsoft · Source status: Clear source
Playwright is a framework for Web Testing and Automation.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
Repository: agency-agents
Author: msitarzewski · Source status: Clear source
A complete AI agency at your fingertips - From frontend wizards to Reddit community ninjas, from whimsy injectors to reality checkers.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 67%
Repository: PaddleOCR
Author: PaddlePaddle · Source status: Clear source
Turn any PDF or image document into structured data for your AI.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
Repository: lobehub
Author: lobehub · Source status: Clear source
The ultimate space for work and life — to find, build, and collaborate with agent teammates that grow with you.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
Repository: ansible
Author: ansible · Source status: Clear source
Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and maintain.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
2026-04-13 |
2026-04-06 |
2026-04-14 |
